{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we will show the benefits of using anti-aliased patch extraction with kornia.\n",
    "First, lets load some image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd5493bd950>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import PIL\n",
    "import torch\n",
    "import seaborn as sns\n",
    "import kornia.feature as KF\n",
    "import kornia as K\n",
    "import cv2\n",
    "\n",
    "img_original = cv2.cvtColor(cv2.imread('data/filter/drslump.jpg'), cv2.COLOR_BGR2RGB)\n",
    "plt.figure()\n",
    "plt.imshow(img_original)\n",
    "H,W,CH = img_original.shape\n",
    "\n",
    "DOWNSAMPLE = 4\n",
    "img_small = cv2.resize(img_original, (W//DOWNSAMPLE, H//DOWNSAMPLE), interpolation = cv2.INTER_AREA)\n",
    "plt.figure()\n",
    "plt.imshow(img_small)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, lets define a keypoint with a large support region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_lafs(img, lafs, idx=0, color='r', figsize = (10,7)):\n",
    "    x,y = KF.laf.get_laf_pts_to_draw(lafs, idx)\n",
    "    plt.figure(figsize=figsize)\n",
    "    if (type(img) is torch.tensor):\n",
    "        img_show = K.tensor_to_image(img)\n",
    "    else:\n",
    "        img_show = img\n",
    "    plt.imshow(img_show)\n",
    "    plt.plot(x, y, color)\n",
    "    return\n",
    "\n",
    "device = torch.device('cpu')\n",
    "\n",
    "laf_orig  = torch.tensor([[150., 0, 180],\n",
    "                     [0, 150, 280]]).float().view(1,1,2,3)\n",
    "laf_small = laf_orig / float(DOWNSAMPLE)\n",
    "\n",
    "show_lafs(img_original, laf_orig, figsize=(6,4))\n",
    "show_lafs(img_small, laf_small, figsize=(6,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets compare how extracted patch would look like when extracted in a naive way and from scale pyramid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/old-ufo/anaconda3/envs/fastai1/lib/python3.7/site-packages/torch/nn/functional.py:2854: UserWarning: The default behavior for interpolate/upsample with float scale_factor will change in 1.6.0 to align with other frameworks/libraries, and use scale_factor directly, instead of relying on the computed output size. If you wish to keep the old behavior, please set recompute_scale_factor=True. See the documentation of nn.Upsample for details. \n",
      "  warnings.warn(\"The default behavior for interpolate/upsample with float scale_factor will change \"\n"
     ]
    }
   ],
   "source": [
    "PS = 32\n",
    "with torch.no_grad():\n",
    "    timg_original = K.image_to_tensor(img_original, False).float().to(device) / 255.\n",
    "    patches_pyr_orig = KF.extract_patches_from_pyramid(timg_original,laf_orig.to(device), PS)\n",
    "    patches_simple_orig = KF.extract_patches_simple(timg_original, laf_orig.to(device), PS)\n",
    "    \n",
    "    timg_small = K.image_to_tensor(img_small, False).float().to(device)/255.\n",
    "    patches_pyr_small = KF.extract_patches_from_pyramid(timg_small, laf_small.to(device), PS)\n",
    "    patches_simple_small = KF.extract_patches_simple(timg_small, laf_small.to(device), PS)\n",
    "    \n",
    "# Now we will glue all the patches together:\n",
    "\n",
    "def vert_cat_with_margin(p1, p2, margin=3):\n",
    "    b,n,ch,h,w = p1.size()\n",
    "    return torch.cat([p1, torch.ones(b, n, ch, h, margin).to(device), p2], dim=4)\n",
    "\n",
    "def horiz_cat_with_margin(p1, p2, margin=3):\n",
    "    b,n,ch,h,w = p1.size()\n",
    "    return torch.cat([p1, torch.ones(b, n, ch, margin, w).to(device), p2], dim=3)\n",
    "\n",
    "patches_pyr = vert_cat_with_margin(patches_pyr_orig, patches_pyr_small)\n",
    "patches_naive = vert_cat_with_margin(patches_simple_orig, patches_simple_small)\n",
    "\n",
    "patches_all = horiz_cat_with_margin(patches_naive, patches_pyr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets show the result. \n",
    "Top row is what you get if you are extracting patches without any antialiasing - note how the patches extracted from the images of different sizes differ.\n",
    "\n",
    "Bottom row is patches, which are extracted from images of different sizes using a scale pyramid. They are not yet exactly the same, but the difference is much smaller."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd5485b2890>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(K.tensor_to_image(patches_all[0,0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets check how much it influences local descriptor performance such as HardNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.         0.09264617 0.8155752  0.5459374 ]\n",
      " [0.09264617 0.         0.783367   0.5068493 ]\n",
      " [0.8155752  0.783367   0.         0.4481334 ]\n",
      " [0.5459374  0.5068493  0.4481334  0.        ]]\n"
     ]
    }
   ],
   "source": [
    "hardnet = KF.HardNet(True).eval()\n",
    "all_patches = torch.cat([patches_pyr_orig,\n",
    "                         patches_pyr_small,\n",
    "                         patches_simple_orig,\n",
    "                         patches_simple_small], dim=0).squeeze(1).mean(dim=1,keepdim=True)\n",
    "with torch.no_grad():\n",
    "    descs = hardnet(all_patches)\n",
    "    distances = torch.cdist(descs, descs)\n",
    "    print (distances.cpu().detach().numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So the descriptor difference between antialiased patches is 0.09 and between naively extracted -- 0.44"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
